Machine Learning

Deep Learning Re-Imagined (DL100)


Description
Welcome!

The goal of this class is not to make Deep Learning Engineers out of all of you, but to expose you to the fundamental principals of modern Deep Learning. And then get into many of the popular architectures, providing you some tools for understanding and breaking down these deep learning models. In the end I hope for you to walk away with a curiosity for Deep Learning and hunger to learn more. We will be providing you with a plethora of additional study materials if you wish to take your experience to the next level!

Instructor: Christopher Himmel
https://LinkedIn.com/in/ChristopherHimmel
http://www.deepersideoflearning.com

Starts: Saturday, 1 August 2020
Time: 7:30am Pacific Time, 8:00am IST
Length: 10 Lectures, 3 hours each

Office Hours: 1 hour following lecture
Content
  • Week 1 - Introduction: Orientation/Motivation/Expectations
  • Week 2 - Neural Networks: Simple
  • Week 3 - Neural Networks: Modern
  • Week 4 - Deep Learning: Introduction
  • Week 5 - Deep Learning: Visual Architectures
  • Week 6 - Deep Learning: Sequencing Architectures
  • Week 7 - Deep Learning: Advanced Applications
  • Week 8 - Deep Unsupervised Learning
  • Week 9 - Deep Recommendation/Reinforced Learning
  • Week 10 - Generative Adversarial Networks & IOT
  • Week 11 - Capstone: Deep Learning Hackathon
Completion rules
  • All units must be completed
  • Leads to a certification with a duration: Forever